Question Answering
cs.CL · 4 papers
Mem0: Scalable Long-Term Memory for AI Agents
LOCOMO: 67.13%Prateek Chhikara, Dev Khant +3
Large Language Models (LLMs) have demonstrated remarkable prowess in generating contextually coherent responses, yet their fixed context windows pose fundamental challenges for…
SkillOpt — Executive Strategy for Self-Evolving Agent Skills
best-or-tied evaluated cells: 52/52 cellsYifan Yang, Ziyang Gong +13
Agent skills today are hand-crafted, generated one-shot, or evolved through loosely controlled self-revision, none of which behaves like a deep-learning optimizer for the skill,…
ReAct: Synergizing Reasoning and Acting in Language Models
HotpotQA: 35.1%Shunyu Yao, Jeffrey Zhao +5
While large language models (LLMs) have demonstrated impressive capabilities across tasks in language understanding and interactive decision making, their abilities for reasoning…
BERT Explained: Deep Bidirectional Transformers
GLUE: 80.5%Jacob Devlin, Ming-Wei Chang +2
We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation…